In this paper we propose a method to estimate the force applied to a manipulated deformable object by processing information provided by an external vision sensor, in this case a consumer RGB-D camera. By measuring the deformations undergone by the object through a registration technique, the idea is to retrieve the contact force which minimises the deviation between the measured and the simulated deformations, given a simple interaction model and by employing a fitting process. The system resorts to a realistic mesh-based Finite Element Method model to accurately model deformations, whose elastic parameters are estimated in advance using the vision system and a force sensor. Experimental results are presented for the case of a compressive point-wise contact force applied, at static equilibrium, on a deformable object.
Using physical modeling and RGB-D registration for contact force sensing on deformable objects / Petit, Antoine; Ficuciello, Fanny; Fontanelli, Giuseppe Andrea; Villani, Luigi; Siciliano, Bruno. - 2:(2017), pp. 24-33. (Intervento presentato al convegno 14th International Conference on Informatics in Control, Automation and Robotics, ICINCO 2017 tenutosi a Madrid, Spain nel 2017).
Using physical modeling and RGB-D registration for contact force sensing on deformable objects
Petit, Antoine;Ficuciello, Fanny;Fontanelli, Giuseppe Andrea;Villani, Luigi;Siciliano, Bruno
2017
Abstract
In this paper we propose a method to estimate the force applied to a manipulated deformable object by processing information provided by an external vision sensor, in this case a consumer RGB-D camera. By measuring the deformations undergone by the object through a registration technique, the idea is to retrieve the contact force which minimises the deviation between the measured and the simulated deformations, given a simple interaction model and by employing a fitting process. The system resorts to a realistic mesh-based Finite Element Method model to accurately model deformations, whose elastic parameters are estimated in advance using the vision system and a force sensor. Experimental results are presented for the case of a compressive point-wise contact force applied, at static equilibrium, on a deformable object.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.